{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2ef2b136",
   "metadata": {},
   "outputs": [],
   "source": [
    "import jieba.analyse\n",
    "from os import path\n",
    "import imageio\n",
    "from ipykernel import kernelapp as app\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud,STOPWORDS,ImageColorGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8dcd7146",
   "metadata": {},
   "outputs": [],
   "source": [
    "content=open('stocktextming.csv','rb').read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3107e6db",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\lwpwst\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.801 seconds.\n",
      "Prefix dict has been built successfully.\n",
      "C:\\Users\\lwpwst\\AppData\\Local\\Temp\\ipykernel_19444\\2542110592.py:3: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n",
      "  maskImg = imageio.imread('FishPic.jpg')\n"
     ]
    }
   ],
   "source": [
    "tags = jieba.analyse.extract_tags(content, topK=200, withWeight=False)\n",
    "text = \" \".join(tags)\n",
    "maskImg = imageio.imread('FishPic.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8e6d2466",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x1bf7415c310>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc = WordCloud(font_path=\"C:/Windows/Fonts/STFANGSO.TTF\",\n",
    "              background_color='white',max_words=100,mask=maskImg,\n",
    "              max_font_size=120,min_font_size=10,\n",
    "              random_state=42,width=1200,height=900)\n",
    "wc.generate(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2e39eea9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x1bf7415c310>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_colors = ImageColorGenerator(maskImg)\n",
    "plt.imshow(wc)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "wc.to_file(\"FishWordCloud.jpg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
